Period
to 18 January 2019

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 18 January 2019 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
18 Jan 2019
Same period 2018 Same period 2017
Rank 230 222 227
Rank change year-on-year -8 +5 +38
Permanent jobs citing Data Structures 52 61 64
As % of all permanent IT jobs advertised in Manchester 0.77% 0.82% 0.86%
As % of the Miscellaneous category 1.91% 2.15% 2.12%
Number of salaries quoted 49 67 63
Manchester median annual salary £57,500 £57,500 £60,000
Median salary % change year-on-year - -4.17% +50.00%
10th Percentile £45,500 £37,500 £47,500
90th Percentile £74,000 £66,250 £75,000
North West median annual salary £57,500 £57,500 £60,000
% change year-on-year - -4.17% +71.43%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,717 2,840 3,021
As % of all permanent IT jobs advertised in Manchester 40.03% 38.11% 40.63%
Number of salaries quoted 2,280 2,278 2,616
Manchester median annual salary £46,000 £45,000 £42,500
Median salary % change year-on-year +2.22% +5.88% +3.66%
10th Percentile £27,500 £27,250 £26,250
90th Percentile £72,500 £67,500 £65,000
North West median annual salary £45,000 £44,000 £40,000
% change year-on-year +2.27% +10.00% -

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 18 January 2019.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 18 January 2019. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Stockport +14 2 £47,500 -36.67%
Wigan - 1 £45,000 -
Salford - 1 - -
Data Structures
North West

For the 6 months to 18 January 2019, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 39 (75.00%) Java
1 39 (75.00%) OO
1 39 (75.00%) Algorithms
2 31 (59.62%) C#
3 30 (57.69%) Computer Science
4 29 (55.77%) Relational Database
5 27 (51.92%) Software Engineering
6 24 (46.15%) Python
7 21 (40.38%) Finance
7 21 (40.38%) Degree
8 20 (38.46%) Mathematics
8 20 (38.46%) User Experience
8 20 (38.46%) NoSQL
8 20 (38.46%) Decision-Making
9 19 (36.54%) R
10 18 (34.62%) Fintech
10 18 (34.62%) Physics
10 18 (34.62%) Derivative
10 18 (34.62%) C++
11 17 (32.69%) SQL
11 17 (32.69%) Test Automation
12 16 (30.77%) Analytical Skills
13 15 (28.85%) Agile Software Development
14 14 (26.92%) Continuous Integration
15 12 (23.08%) Git (software)
16 11 (21.15%) Scrum
17 10 (19.23%) RDBMS
17 10 (19.23%) Mercurial
17 10 (19.23%) Subversion
18 9 (17.31%) Kanban

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (1.92%) Apache
1 1 (1.92%) nginx
1 1 (1.92%) SharePoint
1 1 (1.92%) SharePoint Server
Applications
1 4 (7.69%) Microsoft Excel
2 1 (1.92%) Adobe Creative Suite
2 1 (1.92%) Microsoft Office
2 1 (1.92%) Microsoft PowerPoint
Cloud Services
1 2 (3.85%) Amazon AWS
1 2 (3.85%) Microsoft Azure
1 2 (3.85%) npm
1 2 (3.85%) SaaS
Communications & Networking
1 1 (1.92%) Broadband
Database & Business Intelligence
1 29 (55.77%) Relational Database
2 20 (38.46%) NoSQL
3 10 (19.23%) RDBMS
4 3 (5.77%) SQL Server
5 2 (3.85%) Data Mining
5 2 (3.85%) SQL Server Reporting Services
6 1 (1.92%) Data Mart
6 1 (1.92%) Data Warehouse
6 1 (1.92%) Essbase
6 1 (1.92%) Microsoft Analysis Services
6 1 (1.92%) MongoDB
6 1 (1.92%) Oracle Reports
6 1 (1.92%) Power BI
6 1 (1.92%) PowerPivot
6 1 (1.92%) QlikView
6 1 (1.92%) SQL Server Analysis Services
6 1 (1.92%) SQL Server Integration Services
Development Applications
1 12 (23.08%) Git (software)
2 10 (19.23%) Mercurial
2 10 (19.23%) Subversion
3 2 (3.85%) Babel
3 2 (3.85%) GitLab
3 2 (3.85%) JSUnit
3 2 (3.85%) NUnit
3 2 (3.85%) Octopus Deploy
3 2 (3.85%) Selenium
3 2 (3.85%) SoapUI
3 2 (3.85%) Visual Studio Team System
3 2 (3.85%) webpack
General
1 21 (40.38%) Finance
2 3 (5.77%) Marketing
3 1 (1.92%) Retail
Job Titles
1 24 (46.15%) Developer
2 18 (34.62%) C# Developer
2 18 (34.62%) C++ Developer
2 18 (34.62%) C++/C# Developer
2 18 (34.62%) C++/Java Developer
2 18 (34.62%) Graduate
2 18 (34.62%) Graduate C# Developer
2 18 (34.62%) Graduate C++ Developer
2 18 (34.62%) Graduate C++/C# Developer
2 18 (34.62%) Graduate Developer
2 18 (34.62%) Graduate Java Developer
2 18 (34.62%) Graduate Python Developer
2 18 (34.62%) Java Developer
2 18 (34.62%) Junior
2 18 (34.62%) Junior C# Developer
2 18 (34.62%) Junior C++ Developer
2 18 (34.62%) Junior Developer
2 18 (34.62%) Junior Java Developer
2 18 (34.62%) Junior Python Developer
2 18 (34.62%) Python Developer
Libraries, Frameworks & Software Standards
1 6 (11.54%) CSS
2 5 (9.62%) .NET
3 4 (7.69%) HTML
3 4 (7.69%) RESTful
4 2 (3.85%) DOM
4 2 (3.85%) Enzyme
4 2 (3.85%) Immutable.js
4 2 (3.85%) Jest
4 2 (3.85%) jQuery
4 2 (3.85%) JSON
4 2 (3.85%) Node.js
4 2 (3.85%) React
4 2 (3.85%) Redux
4 2 (3.85%) REST
5 1 (1.92%) AngularJS
5 1 (1.92%) Backbone.js
5 1 (1.92%) Ember.js
5 1 (1.92%) KnockoutJS
Miscellaneous
1 39 (75.00%) Algorithms
2 20 (38.46%) User Experience
3 18 (34.62%) Derivative
3 18 (34.62%) Fintech
4 16 (30.77%) Analytical Skills
5 5 (9.62%) Hedge funds
6 1 (1.92%) Clustering
6 1 (1.92%) Greenfield Project
6 1 (1.92%) Replication
6 1 (1.92%) Self-Motivation
6 1 (1.92%) Tandem
Operating Systems
1 2 (3.85%) Android
1 2 (3.85%) Apple iOS
Processes & Methodologies
1 39 (75.00%) OO
2 30 (57.69%) Computer Science
3 27 (51.92%) Software Engineering
4 20 (38.46%) Decision-Making
4 20 (38.46%) Mathematics
5 18 (34.62%) Physics
6 17 (32.69%) Test Automation
7 15 (28.85%) Agile Software Development
8 14 (26.92%) Continuous Integration
9 11 (21.15%) Scrum
10 9 (17.31%) Kanban
10 9 (17.31%) OOA/OOD
10 9 (17.31%) RUP
10 9 (17.31%) Scaled Agile Framework
10 9 (17.31%) Technical Leadership
11 7 (13.46%) Problem-Solving
12 5 (9.62%) Data Modelling
13 4 (7.69%) Migration
13 4 (7.69%) Risk Management
13 4 (7.69%) Technical Debt
Programming Languages
1 39 (75.00%) Java
2 31 (59.62%) C#
3 24 (46.15%) Python
4 19 (36.54%) R
5 18 (34.62%) C++
6 17 (32.69%) SQL
7 6 (11.54%) JavaScript
7 6 (11.54%) PHP
8 5 (9.62%) T-SQL
9 2 (3.85%) PowerShell
10 1 (1.92%) Perl
10 1 (1.92%) PL/SQL
Qualifications
1 21 (40.38%) Degree
2 1 (1.92%) Computer Science Degree
Quality Assurance & Compliance
1 1 (1.92%) QA
Vendors
1 2 (3.85%) Cognizant
1 2 (3.85%) Informatica
2 1 (1.92%) Adobe
2 1 (1.92%) Microsoft
2 1 (1.92%) Netezza
2 1 (1.92%) Oracle